RRepoGEO

REPOGEO REPORT · LITE

PrithivirajDamodaran/Gramformer

Default branch main · commit 23425cd2 · scanned 5/20/2026, 8:51:48 AM

GitHub: 1,581 stars · 174 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface PrithivirajDamodaran/Gramformer, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Clarify Gramformer's core identity as a Python library for transformer-based GEC

    Why:

    CURRENT
    Gramformer is a library that exposes 3 seperate interfaces to a family of algorithms to **detect, highlight and correct** grammar errors.
    COPY-PASTE FIX
    Gramformer is a **Python library** providing a specialized, pre-trained, and fine-tuned **Encoder-Decoder Transformer model** for **Grammar Error Correction (GEC)**. It offers programmatic interfaces to **detect, highlight, and correct** grammatical errors in natural language text, particularly effective for **short text passages** and **AI-generated content**.
  • mediumabout#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    [Your project's official website or documentation URL, or the GitHub repo URL if no other exists]
  • lowreadme#3
    Rephrase README's caveats to emphasize current strengths and future roadmap

    Why:

    CURRENT
    *Note: It works at **sentence levels** and has been trained on 64 length sentences, so not (yet) suitable for long prose or paragraphs (stay tuned for upcoming releases)Fine-tuning for this model is done on relatively smaller models with not-so-much of data due to compute budget constraints. So take the results with a pinch of salt and consider this as a proof-of-concept for novel method for generating grammar error correction dataset. I am working on a version based on a larger base model and lot more data if someone might want to use this in producution setup**
    COPY-PASTE FIX
    Gramformer is optimized for **sentence-level grammar correction** and has been trained on sentences up to 64 tokens. While currently best suited for **short text passages**, we are actively developing versions based on larger models and more extensive datasets to support longer prose and production-grade applications in upcoming releases. This initial release serves as a robust proof-of-concept for a novel method of generating grammar error correction datasets.

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface PrithivirajDamodaran/Gramformer
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
languagetool-org/languagetool
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. languagetool-org/languagetool · recommended 1×
  2. vkostyukov/pygrammarly · recommended 1×
  3. Ginger Software API · recommended 1×
  4. Microsoft Text Analytics API · recommended 1×
  5. EricFillion/happy-transformer · recommended 1×
  • CATEGORY QUERY
    How can I programmatically detect and correct grammatical errors in short text passages?
    you: not recommended
    AI recommended (in order):
    1. LanguageTool (languagetool-org/languagetool)
    2. Grammarly API (vkostyukov/pygrammarly)
    3. Ginger Software API
    4. Microsoft Text Analytics API
    5. Happy Transformer (EricFillion/happy-transformer)
    6. ProWritingAid API
    7. spaCy (explosion/spaCy)

    AI recommended 7 alternatives but never named PrithivirajDamodaran/Gramformer. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best open-source libraries for improving grammar in AI-generated content?
    you: not recommended
    AI recommended (in order):
    1. LanguageTool
    2. GrammarBot
    3. spaCy
    4. NLTK
    5. Proselint

    AI recommended 5 alternatives but never named PrithivirajDamodaran/Gramformer. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of PrithivirajDamodaran/Gramformer?
    pass
    AI named PrithivirajDamodaran/Gramformer explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts PrithivirajDamodaran/Gramformer in production, what risks or prerequisites should they evaluate first?
    pass
    AI named PrithivirajDamodaran/Gramformer explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo PrithivirajDamodaran/Gramformer solve, and who is the primary audience?
    pass
    AI named PrithivirajDamodaran/Gramformer explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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PrithivirajDamodaran/Gramformer — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite